ts-shape is a composable, production-ready Python toolkit for loading, shaping, and analysing industrial timeseries data. Built for manufacturing and IoT, it follows a simple DataFrame-in, ...

missing_columns = [col for col in expected_columns if col not in actual_columns] extra_columns = [col for col in actual_columns if col not in expected_columns] ...